Left Hand Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	661
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	43
Duplicate rows (%)	6.5%
Total size in memory	103.4 KiB
Average record size in memory	160.2 B

Variable types

Numeric	20

Alerts

Dataset has 43 (6.5%) duplicate rows	Duplicates
`Alpha_AF7` is highly overall correlated with `Beta_AF7` and 3 other fields	High correlation
`Alpha_AF8` is highly overall correlated with `Beta_AF8` and 3 other fields	High correlation
`Alpha_TP10` is highly overall correlated with `Beta_TP10` and 3 other fields	High correlation
`Alpha_TP9` is highly overall correlated with `Beta_AF8` and 7 other fields	High correlation
`Beta_AF7` is highly overall correlated with `Alpha_AF7` and 3 other fields	High correlation
`Beta_AF8` is highly overall correlated with `Alpha_AF8` and 4 other fields	High correlation
`Beta_TP10` is highly overall correlated with `Alpha_TP10` and 3 other fields	High correlation
`Beta_TP9` is highly overall correlated with `Alpha_TP9` and 3 other fields	High correlation
`Delta_AF7` is highly overall correlated with `Alpha_AF7` and 3 other fields	High correlation
`Delta_AF8` is highly overall correlated with `Alpha_AF8` and 4 other fields	High correlation
`Delta_TP10` is highly overall correlated with `Alpha_TP10` and 3 other fields	High correlation
`Delta_TP9` is highly overall correlated with `Alpha_TP9` and 3 other fields	High correlation
`Gamma_AF7` is highly overall correlated with `Alpha_AF7` and 3 other fields	High correlation
`Gamma_AF8` is highly overall correlated with `Alpha_AF8` and 4 other fields	High correlation
`Gamma_TP10` is highly overall correlated with `Alpha_TP10` and 3 other fields	High correlation
`Gamma_TP9` is highly overall correlated with `Alpha_TP9` and 3 other fields	High correlation
`Theta_AF7` is highly overall correlated with `Alpha_AF7` and 3 other fields	High correlation
`Theta_AF8` is highly overall correlated with `Alpha_AF8` and 4 other fields	High correlation
`Theta_TP10` is highly overall correlated with `Alpha_TP10` and 3 other fields	High correlation
`Theta_TP9` is highly overall correlated with `Alpha_TP9` and 3 other fields	High correlation

Reproduction

Analysis started	2024-10-03 22:04:45.223385
Analysis finished	2024-10-03 22:05:15.485158
Duration	30.26 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

Delta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6349692

Minimum	0.42951965
Maximum	4.3331456
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.42951965
5-th percentile	1.2332737
Q1	3.5641685
median	3.9644222
Q3	4.1750793
95-th percentile	4.3331456
Maximum	4.3331456
Range	3.9036259
Interquartile range (IQR)	0.6109108

Descriptive statistics

Standard deviation	0.8928157
Coefficient of variation (CV)	0.2456185
Kurtosis	4.978068
Mean	3.6349692
Median Absolute Deviation (MAD)	0.2528482
Skewness	-2.3142597
Sum	2402.7147
Variance	0.79711988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
4.3331456	54	8.2%
3.1854413	27	4.1%
3.5827782	27	4.1%
4.0238094	27	4.1%
3.1195264	27	4.1%
3.7755938	27	4.1%
4.0331044	27	4.1%
4.237893	27	4.1%
2.740418	27	4.1%
4.1752844	27	4.1%
Other values (16)	364	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42951965	19	2.9%
0.59047264	5	0.8%
1.2332737	25	3.8%
2.740418	27	4.1%
3.1195264	27	4.1%
3.1854413	27	4.1%
3.2528875	27	4.1%
3.5641685	26	3.9%
3.5827782	27	4.1%
3.7651854	26	3.9%

Value	Count	Frequency (%)
4.3331456	54	8.2%
4.2748666	26	3.9%
4.237893	27	4.1%
4.2172704	26	3.9%
4.1752844	27	4.1%
4.1750793	26	3.9%
4.0948434	26	3.9%
4.088666	26	3.9%
4.0331044	27	4.1%
4.0238094	27	4.1%

Delta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9571305

Minimum	0.18481076
Maximum	4.071196
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.18481076
5-th percentile	0.35226285
Q1	2.4841416
median	3.3144178
Q3	3.7032156
95-th percentile	3.9958432
Maximum	4.071196
Range	3.8863852
Interquartile range (IQR)	1.219074

Descriptive statistics

Standard deviation	1.0622776
Coefficient of variation (CV)	0.35922582
Kurtosis	0.82660811
Mean	2.9571305
Median Absolute Deviation (MAD)	0.4533825
Skewness	-1.332331
Sum	1954.6632
Variance	1.1284338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
2.4198463	27	4.1%
3.6936433	27	4.1%
2.908628	27	4.1%
2.977627	27	4.1%
4.071196	27	4.1%
3.4025056	27	4.1%
3.64168	27	4.1%
3.7173536	27	4.1%
3.8490694	27	4.1%
3.9958432	26	3.9%
Other values (24)	392	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.18481076	19	2.9%
0.19604278	5	0.8%
0.35226285	25	3.8%
0.45108697	4	0.6%
1.2808223	23	3.5%
1.4699278	21	3.2%
1.9219565	22	3.3%
1.959745	5	0.8%
2.3872316	6	0.9%
2.4198463	27	4.1%

Value	Count	Frequency (%)
4.071196	27	4.1%
3.9958432	26	3.9%
3.8490694	27	4.1%
3.8370008	17	2.6%
3.7939918	9	1.4%
3.7756138	26	3.9%
3.7173536	27	4.1%
3.7032156	17	2.6%
3.6936433	27	4.1%
3.6831455	26	3.9%

Delta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7127087

Minimum	0.8492239
Maximum	3.775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.8492239
5-th percentile	1.0523906
Q1	2.5297263
median	2.897458
Q3	3.092941
95-th percentile	3.3998091
Maximum	3.775
Range	2.9257761
Interquartile range (IQR)	0.5632147

Descriptive statistics

Standard deviation	0.645877
Coefficient of variation (CV)	0.23809302
Kurtosis	2.0032286
Mean	2.7127087
Median Absolute Deviation (MAD)	0.2736973
Skewness	-1.4616265
Sum	1793.1005
Variance	0.4171571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
3.0252771	27	4.1%
1.5838014	27	4.1%
3.1482644	27	4.1%
2.975083	27	4.1%
2.53844	27	4.1%
2.886321	26	3.9%
2.4311924	26	3.9%
3.0101495	26	3.9%
0.8492239	25	3.8%
2.4395869	24	3.6%
Other values (31)	399	60.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8492239	25	3.8%
1.0523906	19	2.9%
1.0643276	5	0.8%
1.5838014	27	4.1%
2.3528621	3	0.5%
2.3758914	22	3.3%
2.4289272	5	0.8%
2.4311924	26	3.9%
2.4395869	24	3.6%
2.5297263	10	1.5%

Value	Count	Frequency (%)
3.775	23	3.5%
3.7170422	3	0.5%
3.3998091	12	1.8%
3.3324993	16	2.4%
3.2122848	23	3.5%
3.189882	5	0.8%
3.1897132	4	0.6%
3.1872845	21	3.2%
3.1625636	22	3.3%
3.1482644	27	4.1%

Delta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6888565

Minimum	0.32495323
Maximum	4.2782483
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.32495323
5-th percentile	1.0559686
Q1	3.8775296
median	3.9298809
Q3	4.1282644
95-th percentile	4.2637396
Maximum	4.2782483
Range	3.9532951
Interquartile range (IQR)	0.2507348

Descriptive statistics

Standard deviation	0.91009077
Coefficient of variation (CV)	0.24671352
Kurtosis	6.4759305
Mean	3.6888565
Median Absolute Deviation (MAD)	0.1956721
Skewness	-2.7121257
Sum	2438.3341
Variance	0.82826522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
3.9751232	27	4.1%
4.203014	27	4.1%
4.1282644	27	4.1%
4.1447315	27	4.1%
4.1695514	27	4.1%
4.0619698	27	4.1%
3.9132204	27	4.1%
4.0932865	27	4.1%
3.9298809	27	4.1%
3.9055285	27	4.1%
Other values (22)	391	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.32495323	19	2.9%
0.38940516	5	0.8%
1.0559686	25	3.8%
2.934535	26	3.9%
2.9629848	9	1.4%
3.0031857	17	2.6%
3.563568	26	3.9%
3.7753139	15	2.3%
3.8564034	22	3.3%
3.8775296	5	0.8%

Value	Count	Frequency (%)
4.2782483	26	3.9%
4.2637396	26	3.9%
4.2189493	4	0.6%
4.203014	27	4.1%
4.1810308	23	3.5%
4.1695514	27	4.1%
4.1447315	27	4.1%
4.1378074	3	0.5%
4.1282644	27	4.1%
4.125553	23	3.5%

Theta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8339107

Minimum	0.6036742
Maximum	3.751975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.6036742
5-th percentile	1.0731257
Q1	2.6215577
median	3.0857232
Q3	3.2743044
95-th percentile	3.4368591
Maximum	3.751975
Range	3.1483008
Interquartile range (IQR)	0.6527467

Descriptive statistics

Standard deviation	0.67036927
Coefficient of variation (CV)	0.23655271
Kurtosis	2.2850466
Mean	2.8339107
Median Absolute Deviation (MAD)	0.2661805
Skewness	-1.5693289
Sum	1873.215
Variance	0.44939495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
3.3519037	54	8.2%
2.264408	27	4.1%
2.6215577	27	4.1%
3.2744727	27	4.1%
2.1287494	27	4.1%
2.7773292	27	4.1%
3.751975	27	4.1%
3.2694962	27	4.1%
2.688523	27	4.1%
3.2119987	27	4.1%
Other values (16)	364	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6036742	5	0.8%
0.85613334	19	2.9%
1.0731257	25	3.8%
2.1287494	27	4.1%
2.264408	27	4.1%
2.2795331	27	4.1%
2.4531286	26	3.9%
2.6215577	27	4.1%
2.688523	27	4.1%
2.7301676	26	3.9%

Value	Count	Frequency (%)
3.751975	27	4.1%
3.4368591	26	3.9%
3.3519037	54	8.2%
3.2886355	26	3.9%
3.2744727	27	4.1%
3.2743044	26	3.9%
3.2694962	27	4.1%
3.2402463	21	3.2%
3.227211	6	0.9%
3.2119987	27	4.1%

Theta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4071047

Minimum	-0.098403275
Maximum	3.8195493
Zeros	0
Zeros (%)	0.0%
Negative	24
Negative (%)	3.6%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.098403275
5-th percentile	0.10339692
Q1	1.9365224
median	2.7035367
Q3	3.0534713
95-th percentile	3.5304687
Maximum	3.8195493
Range	3.9179526
Interquartile range (IQR)	1.1169489

Descriptive statistics

Standard deviation	0.96871221
Coefficient of variation (CV)	0.40243875
Kurtosis	0.71125815
Mean	2.4071047
Median Absolute Deviation (MAD)	0.5928848
Skewness	-1.1065038
Sum	1591.0962
Variance	0.93840334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1.9365224	27	4.1%
3.5304687	27	4.1%
2.000628	27	4.1%
2.0479574	27	4.1%
3.8195493	27	4.1%
2.850115	27	4.1%
2.7069418	27	4.1%
2.7035367	27	4.1%
3.3078725	27	4.1%
3.0534713	26	3.9%
Other values (24)	392	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.098403275	19	2.9%
-0.08986529	5	0.8%
0.021965228	4	0.6%
0.103396915	25	3.8%
1.055056	21	3.2%
1.0598754	23	3.5%
1.8079759	6	0.9%
1.8333309	22	3.3%
1.8711194	5	0.8%
1.9048859	21	3.2%

Value	Count	Frequency (%)
3.8195493	27	4.1%
3.5304687	27	4.1%
3.3078725	27	4.1%
3.2964215	23	3.5%
3.2460186	26	3.9%
3.2285829	4	0.6%
3.1843917	3	0.5%
3.1575015	23	3.5%
3.0534713	26	3.9%
2.9446464	5	0.8%

Theta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7916513

Minimum	0.18066953
Maximum	2.7502215
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.18066953
5-th percentile	0.3406002
Q1	1.665534
median	1.8580164
Q3	2.0881174
95-th percentile	2.3672814
Maximum	2.7502215
Range	2.569552
Interquartile range (IQR)	0.4225834

Descriptive statistics

Standard deviation	0.5239693
Coefficient of variation (CV)	0.29245048
Kurtosis	3.0690062
Mean	1.7916513
Median Absolute Deviation (MAD)	0.221444
Skewness	-1.5824962
Sum	1184.2815
Variance	0.27454383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
2.0865002	27	4.1%
1.1410567	27	4.1%
2.1118383	27	4.1%
1.8580164	27	4.1%
1.6365724	27	4.1%
1.9645746	26	3.9%
1.7725649	26	3.9%
1.8897614	26	3.9%
0.3406002	25	3.8%
1.665534	24	3.6%
Other values (31)	399	60.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.18066953	19	2.9%
0.22225934	5	0.8%
0.3406002	25	3.8%
1.1410567	27	4.1%
1.5710039	3	0.5%
1.582592	22	3.3%
1.6270005	5	0.8%
1.6365724	27	4.1%
1.6416334	10	1.5%
1.663947	17	2.6%

Value	Count	Frequency (%)
2.7502215	23	3.5%
2.6922903	3	0.5%
2.3672814	12	1.8%
2.2708418	16	2.4%
2.1998186	5	0.8%
2.1804721	22	3.3%
2.1514544	23	3.5%
2.130733	4	0.6%
2.1260383	9	1.4%
2.11202	21	3.2%

Theta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8344993

Minimum	0.3608868
Maximum	3.4591722
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.3608868
5-th percentile	0.7374124
Q1	2.815646
median	3.0910442
Q3	3.2086697
95-th percentile	3.43793
Maximum	3.4591722
Range	3.0982854
Interquartile range (IQR)	0.3930237

Descriptive statistics

Standard deviation	0.73474794
Coefficient of variation (CV)	0.25921613
Kurtosis	4.0495091
Mean	2.8344993
Median Absolute Deviation (MAD)	0.1746028
Skewness	-2.1732833
Sum	1873.604
Variance	0.53985453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
2.9981778	27	4.1%
3.170731	27	4.1%
3.365084	27	4.1%
3.1852393	27	4.1%
3.2086697	27	4.1%
3.0910442	27	4.1%
2.7959063	27	4.1%
3.109004	27	4.1%
2.963059	27	4.1%
2.9241536	27	4.1%
Other values (22)	391	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3608868	5	0.8%
0.43078756	19	2.9%
0.7374124	25	3.8%
2.002464	26	3.9%
2.003223	9	1.4%
2.0138729	17	2.6%
2.5873828	26	3.9%
2.7959063	27	4.1%
2.815646	22	3.3%
2.8300178	5	0.8%

Value	Count	Frequency (%)
3.4591722	23	3.5%
3.43793	26	3.9%
3.4266253	4	0.6%
3.389137	15	2.3%
3.3879797	12	1.8%
3.365084	27	4.1%
3.312658	26	3.9%
3.2651048	26	3.9%
3.2180266	3	0.5%
3.2086697	27	4.1%

Alpha_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8439794

Minimum	1.2466794
Maximum	3.5840297
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	1.2466794
5-th percentile	1.5494043
Q1	2.6202967
median	2.9979403
Q3	3.1346195
95-th percentile	3.5121756
Maximum	3.5840297
Range	2.3373503
Interquartile range (IQR)	0.5143228

Descriptive statistics

Standard deviation	0.51931444
Coefficient of variation (CV)	0.18260134
Kurtosis	0.89208806
Mean	2.8439794
Median Absolute Deviation (MAD)	0.2087167
Skewness	-1.1308909
Sum	1879.8704
Variance	0.26968749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
3.206657	54	8.2%
3.5840297	27	4.1%
2.6902409	27	4.1%
3.4429336	27	4.1%
2.205399	27	4.1%
2.9979403	27	4.1%
3.0642958	27	4.1%
3.0189328	27	4.1%
3.0401425	27	4.1%
3.113407	27	4.1%
Other values (15)	364	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.2466794	5	0.8%
1.5462103	25	3.8%
1.5494043	19	2.9%
2.205399	27	4.1%
2.2986646	27	4.1%
2.3326926	27	4.1%
2.3510034	26	3.9%
2.6202967	26	3.9%
2.6902409	27	4.1%
2.8938875	27	4.1%

Value	Count	Frequency (%)
3.5840297	27	4.1%
3.5121756	26	3.9%
3.4429336	27	4.1%
3.206657	54	8.2%
3.1793158	26	3.9%
3.1346195	26	3.9%
3.113407	27	4.1%
3.1034408	26	3.9%
3.0642958	27	4.1%
3.0401425	27	4.1%

Alpha_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.626439

Minimum	0.09263785
Maximum	3.5639346
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.09263785
5-th percentile	0.18832791
Q1	2.1894662
median	2.909014
Q3	3.091495
95-th percentile	3.551447
Maximum	3.5639346
Range	3.4712968
Interquartile range (IQR)	0.9020288

Descriptive statistics

Standard deviation	0.89148229
Coefficient of variation (CV)	0.33942623
Kurtosis	1.8291394
Mean	2.626439
Median Absolute Deviation (MAD)	0.5300238
Skewness	-1.473184
Sum	1736.0762
Variance	0.79474068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
2.7363	27	4.1%
3.5639346	27	4.1%
2.1894662	27	4.1%
2.2194684	27	4.1%
3.030169	27	4.1%
3.519476	27	4.1%
3.332707	27	4.1%
2.909014	27	4.1%
2.9866626	27	4.1%
2.1680236	27	4.1%
Other values (18)	391	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09263785	25	3.8%
0.18832791	19	2.9%
0.3290486	5	0.8%
1.2197561	4	0.6%
1.5592557	21	3.2%
1.7979426	27	4.1%
2.0825436	23	3.5%
2.1680236	27	4.1%
2.1894662	27	4.1%
2.2194684	27	4.1%

Value	Count	Frequency (%)
3.5639346	27	4.1%
3.551447	26	3.9%
3.5374632	26	3.9%
3.519476	27	4.1%
3.4390378	27	4.1%
3.332707	27	4.1%
3.2828112	5	0.8%
3.091495	26	3.9%
3.0523057	26	3.9%
3.0334375	26	3.9%

Alpha_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9704101

Minimum	0.4253406
Maximum	2.8976092
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.4253406
5-th percentile	0.48604643
Q1	1.8638964
median	2.0754616
Q3	2.276362
95-th percentile	2.5669887
Maximum	2.8976092
Range	2.4722686
Interquartile range (IQR)	0.4124656

Descriptive statistics

Standard deviation	0.53196321
Coefficient of variation (CV)	0.26997588
Kurtosis	2.4627313
Mean	1.9704101
Median Absolute Deviation (MAD)	0.2115652
Skewness	-1.4866238
Sum	1302.4411
Variance	0.28298486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2.3031237	27	4.1%
2.050373	27	4.1%
1.4297215	27	4.1%
2.2727509	27	4.1%
2.0407715	27	4.1%
1.7664766	27	4.1%
1.5224756	27	4.1%
1.8638964	27	4.1%
2.0754616	27	4.1%
2.276362	27	4.1%
Other values (21)	391	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4253406	25	3.8%
0.48604643	19	2.9%
0.49537066	5	0.8%
1.4297215	27	4.1%
1.5224756	27	4.1%
1.524068	26	3.9%
1.7561765	5	0.8%
1.7664766	27	4.1%
1.8638964	27	4.1%
1.909266	15	2.3%

Value	Count	Frequency (%)
2.8976092	26	3.9%
2.5669887	12	1.8%
2.3722756	16	2.4%
2.3606832	26	3.9%
2.3603046	23	3.5%
2.3553019	26	3.9%
2.3455021	4	0.6%
2.3031237	27	4.1%
2.276362	27	4.1%
2.2727509	27	4.1%

Alpha_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.82465

Minimum	1.12928
Maximum	3.592411
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	1.12928
5-th percentile	1.1593931
Q1	2.7771742
median	2.9964554
Q3	3.0402544
95-th percentile	3.5283399
Maximum	3.592411
Range	2.463131
Interquartile range (IQR)	0.2630802

Descriptive statistics

Standard deviation	0.59589903
Coefficient of variation (CV)	0.21096385
Kurtosis	2.0678728
Mean	2.82465
Median Absolute Deviation (MAD)	0.2092516
Skewness	-1.5428804
Sum	1867.0936
Variance	0.35509566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
2.958502	27	4.1%
3.0078452	27	4.1%
2.7872038	27	4.1%
3.0402544	27	4.1%
2.9430552	27	4.1%
2.9427845	27	4.1%
3.252273	27	4.1%
3.592411	27	4.1%
2.7771742	27	4.1%
2.9964554	27	4.1%
Other values (18)	391	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.12928	19	2.9%
1.1593931	25	3.8%
1.3354694	5	0.8%
1.9664023	26	3.9%
2.1223328	26	3.9%
2.4196603	26	3.9%
2.7577536	26	3.9%
2.7771742	27	4.1%
2.7872038	27	4.1%
2.8589203	26	3.9%

Value	Count	Frequency (%)
3.592411	27	4.1%
3.5283399	27	4.1%
3.4799159	27	4.1%
3.3402286	3	0.5%
3.3391268	23	3.5%
3.252273	27	4.1%
3.0970235	12	1.8%
3.074191	15	2.3%
3.0402544	27	4.1%
3.034692	26	3.9%

Beta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3239768

Minimum	0.29643792
Maximum	3.0867136
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.29643792
5-th percentile	0.4837242
Q1	2.1239128
median	2.5680866
Q3	2.756598
95-th percentile	2.8983364
Maximum	3.0867136
Range	2.7902757
Interquartile range (IQR)	0.6326852

Descriptive statistics

Standard deviation	0.65620305
Coefficient of variation (CV)	0.28236213
Kurtosis	2.5495243
Mean	2.3239768
Median Absolute Deviation (MAD)	0.2901793
Skewness	-1.6864611
Sum	1536.1487
Variance	0.43060244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
2.8582659	54	8.2%
1.7723945	27	4.1%
2.1239128	27	4.1%
2.7364902	27	4.1%
1.7386451	27	4.1%
2.292154	27	4.1%
3.0867136	27	4.1%
2.756598	27	4.1%
2.1465788	27	4.1%
2.6994946	27	4.1%
Other values (16)	364	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.29643792	5	0.8%
0.40115005	25	3.8%
0.4837242	19	2.9%
1.7386451	27	4.1%
1.7723945	27	4.1%
1.7997068	27	4.1%
1.96443	26	3.9%
2.1239128	27	4.1%
2.1465788	27	4.1%
2.2193766	26	3.9%

Value	Count	Frequency (%)
3.0867136	27	4.1%
2.8983364	26	3.9%
2.8582659	54	8.2%
2.7714407	26	3.9%
2.7700994	26	3.9%
2.756598	27	4.1%
2.7364902	27	4.1%
2.7307475	26	3.9%
2.6994946	27	4.1%
2.6972928	21	3.2%

Beta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9177243

Minimum	-0.12542732
Maximum	3.1523063
Zeros	0
Zeros (%)	0.0%
Negative	53
Negative (%)	8.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.12542732
5-th percentile	-0.084986426
Q1	1.3997796
median	2.1869376
Q3	2.585836
95-th percentile	2.967439
Maximum	3.1523063
Range	3.2777336
Interquartile range (IQR)	1.1860564

Descriptive statistics

Standard deviation	0.87389469
Coefficient of variation (CV)	0.4556936
Kurtosis	0.040408122
Mean	1.9177243
Median Absolute Deviation (MAD)	0.5464282
Skewness	-0.91584709
Sum	1267.6158
Variance	0.76369192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1.3193502	27	4.1%
2.967439	27	4.1%
1.5448064	27	4.1%
1.5560129	27	4.1%
3.1523063	27	4.1%
2.3095596	27	4.1%
2.2209928	27	4.1%
2.1869376	27	4.1%
2.7660587	27	4.1%
2.585836	26	3.9%
Other values (24)	392	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.12542732	5	0.8%
-0.10665952	19	2.9%
-0.084986426	25	3.8%
-0.016197499	4	0.6%
0.5419064	21	3.2%
0.6053392	23	3.5%
1.3028696	6	0.9%
1.3103086	22	3.3%
1.3193502	27	4.1%
1.3480971	5	0.8%

Value	Count	Frequency (%)
3.1523063	27	4.1%
2.967439	27	4.1%
2.7660587	27	4.1%
2.7333658	23	3.5%
2.6907005	26	3.9%
2.666226	4	0.6%
2.6320775	3	0.5%
2.5969806	23	3.5%
2.585836	26	3.9%
2.4974747	17	2.6%

Beta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3488073

Minimum	-0.13148731
Maximum	2.247406
Zeros	0
Zeros (%)	0.0%
Negative	49
Negative (%)	7.4%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.13148731
5-th percentile	-0.09444963
Q1	1.2146449
median	1.4366362
Q3	1.6082186
95-th percentile	1.8415301
Maximum	2.247406
Range	2.3788933
Interquartile range (IQR)	0.3935737

Descriptive statistics

Standard deviation	0.48914217
Coefficient of variation (CV)	0.36264793
Kurtosis	3.5476583
Mean	1.3488073
Median Absolute Deviation (MAD)	0.204846
Skewness	-1.6792417
Sum	891.56161
Variance	0.23926006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1.6082186	27	4.1%
0.9783565	27	4.1%
1.5983293	27	4.1%
1.4410197	27	4.1%
1.299016	27	4.1%
1.4366362	26	3.9%
1.1702263	26	3.9%
1.4519447	26	3.9%
-0.13148731	25	3.8%
1.0950403	24	3.6%
Other values (31)	399	60.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.13148731	25	3.8%
-0.113555	5	0.8%
-0.09444963	19	2.9%
0.9783565	27	4.1%
1.0028151	3	0.5%
1.0950403	24	3.6%
1.1611203	5	0.8%
1.1702263	26	3.9%
1.1703433	22	3.3%
1.2146449	10	1.5%

Value	Count	Frequency (%)
2.247406	23	3.5%
2.1894298	3	0.5%
1.8415301	12	1.8%
1.8147392	16	2.4%
1.7239006	5	0.8%
1.7019974	22	3.3%
1.6898365	23	3.5%
1.6889735	21	3.2%
1.6814399	4	0.6%
1.6675549	9	1.4%

Beta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3662847

Minimum	0.5273332
Maximum	2.9360301
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.5273332
5-th percentile	0.5749679
Q1	2.353244
median	2.5797243
Q3	2.7664886
95-th percentile	2.8430617
Maximum	2.9360301
Range	2.4086969
Interquartile range (IQR)	0.4132446

Descriptive statistics

Standard deviation	0.61750643
Coefficient of variation (CV)	0.26096033
Kurtosis	2.9682141
Mean	2.3662847
Median Absolute Deviation (MAD)	0.2037099
Skewness	-1.9463953
Sum	1564.1142
Variance	0.3813142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
2.491492	27	4.1%
2.7137902	27	4.1%
2.8411474	27	4.1%
2.6376708	27	4.1%
2.7959454	27	4.1%
2.5797243	27	4.1%
2.353244	27	4.1%
2.616877	27	4.1%
2.4900455	27	4.1%
2.4367661	27	4.1%
Other values (22)	391	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5273332	25	3.8%
0.55961406	5	0.8%
0.5749679	19	2.9%
1.5210266	9	1.4%
1.539075	17	2.6%
1.5506296	26	3.9%
2.1171796	26	3.9%
2.3207402	22	3.3%
2.330271	5	0.8%
2.353244	27	4.1%

Value	Count	Frequency (%)
2.9360301	23	3.5%
2.9123318	4	0.6%
2.8430617	12	1.8%
2.8411474	27	4.1%
2.837943	15	2.3%
2.8015103	26	3.9%
2.7959454	27	4.1%
2.7834342	26	3.9%
2.7664886	26	3.9%
2.7137902	27	4.1%

Gamma_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7435518

Minimum	-0.3629545
Maximum	2.3912492
Zeros	0
Zeros (%)	0.0%
Negative	24
Negative (%)	3.6%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.3629545
5-th percentile	0.01338131
Q1	1.5193347
median	2.0138729
Q3	2.1754694
95-th percentile	2.303926
Maximum	2.3912492
Range	2.7542037
Interquartile range (IQR)	0.6561347

Descriptive statistics

Standard deviation	0.64950083
Coefficient of variation (CV)	0.37251593
Kurtosis	2.8118457
Mean	1.7435518
Median Absolute Deviation (MAD)	0.2748594
Skewness	-1.7603461
Sum	1152.4878
Variance	0.42185133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
2.2887323	54	8.2%
1.1871699	27	4.1%
1.5193347	27	4.1%
2.1787562	27	4.1%
1.1421592	27	4.1%
1.7179315	27	4.1%
2.303926	27	4.1%
2.152933	27	4.1%
1.668276	27	4.1%
2.1180496	27	4.1%
Other values (16)	364	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.3629545	19	2.9%
-0.06295783	5	0.8%
0.01338131	25	3.8%
1.1421592	27	4.1%
1.1871699	27	4.1%
1.2190187	27	4.1%
1.3799627	26	3.9%
1.5193347	27	4.1%
1.6590468	26	3.9%
1.668276	27	4.1%

Value	Count	Frequency (%)
2.3912492	26	3.9%
2.303926	27	4.1%
2.2887323	54	8.2%
2.2113812	26	3.9%
2.1787562	27	4.1%
2.1754694	21	3.2%
2.152933	27	4.1%
2.1525207	6	0.9%
2.1297107	26	3.9%
2.1297095	26	3.9%

Gamma_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3754818

Minimum	-1.0663998
Maximum	2.5058782
Zeros	0
Zeros (%)	0.0%
Negative	53
Negative (%)	8.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	-1.0663998
5-th percentile	-0.37084547
Q1	0.88514704
median	1.599367
Q3	1.9641858
95-th percentile	2.375929
Maximum	2.5058782
Range	3.572278
Interquartile range (IQR)	1.0790388

Descriptive statistics

Standard deviation	0.83290006
Coefficient of variation (CV)	0.6055333
Kurtosis	-0.22874643
Mean	1.3754818
Median Absolute Deviation (MAD)	0.6116466
Skewness	-0.78151881
Sum	909.1935
Variance	0.69372251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0.60848737	27	4.1%
2.5058782	27	4.1%
0.9878762	27	4.1%
0.9495656	27	4.1%
2.375929	27	4.1%
1.8081278	27	4.1%
1.6350905	27	4.1%
1.599367	27	4.1%
2.2630394	27	4.1%
1.9641858	26	3.9%
Other values (24)	392	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.0663998	4	0.6%
-0.37378398	19	2.9%
-0.37209335	5	0.8%
-0.37084547	25	3.8%
0.06049766	23	3.5%
0.072101586	21	3.2%
0.60848737	27	4.1%
0.788237	6	0.9%
0.8432574	22	3.3%
0.881046	5	0.8%

Value	Count	Frequency (%)
2.5058782	27	4.1%
2.375929	27	4.1%
2.2703638	23	3.5%
2.2630394	27	4.1%
2.2110136	26	3.9%
2.2029169	4	0.6%
2.1550102	3	0.5%
2.1402593	23	3.5%
1.9641858	26	3.9%
1.9352814	5	0.8%

Gamma_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.792029

Minimum	-0.47502875
Maximum	1.6490227
Zeros	0
Zeros (%)	0.0%
Negative	49
Negative (%)	7.4%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.47502875
5-th percentile	-0.3992623
Q1	0.68381464
median	0.8398459
Q3	1.042066
95-th percentile	1.2779562
Maximum	1.6490227
Range	2.1240515
Interquartile range (IQR)	0.35825136

Descriptive statistics

Standard deviation	0.42349728
Coefficient of variation (CV)	0.53469921
Kurtosis	3.0774349
Mean	0.792029
Median Absolute Deviation (MAD)	0.1691995
Skewness	-1.4075428
Sum	523.53117
Variance	0.17934995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.98215985	27	4.1%
0.49421024	27	4.1%
1.042066	27	4.1%
0.90459895	27	4.1%
0.7261957	27	4.1%
0.87925744	26	3.9%
0.68381464	26	3.9%
0.8398459	26	3.9%
-0.3992623	25	3.8%
0.55827665	24	3.6%
Other values (31)	399	60.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.47502875	19	2.9%
-0.46834108	5	0.8%
-0.3992623	25	3.8%
0.47077477	3	0.5%
0.49421024	27	4.1%
0.55827665	24	3.6%
0.5759891	22	3.3%
0.60087985	5	0.8%
0.6125758	5	0.8%
0.6218991	10	1.5%

Value	Count	Frequency (%)
1.6490227	23	3.5%
1.5911492	3	0.5%
1.2779562	12	1.8%
1.234565	16	2.4%
1.1354386	5	0.8%
1.1172979	22	3.3%
1.0884025	9	1.4%
1.0624988	23	3.5%
1.0553204	21	3.2%
1.0521524	17	2.6%

Gamma_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7751347

Minimum	-0.026254598
Maximum	2.4160318
Zeros	0
Zeros (%)	0.0%
Negative	49
Negative (%)	7.4%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.026254598
5-th percentile	-0.0063624945
Q1	1.7582368
median	1.9718705
Q3	2.1121168
95-th percentile	2.3397107
Maximum	2.4160318
Range	2.4422864
Interquartile range (IQR)	0.35388

Descriptive statistics

Standard deviation	0.61206397
Coefficient of variation (CV)	0.3447986
Kurtosis	2.7936808
Mean	1.7751347
Median Absolute Deviation (MAD)	0.159362
Skewness	-1.8810879
Sum	1173.3641
Variance	0.37462231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
2.019165	27	4.1%
1.8580984	27	4.1%
2.1108565	27	4.1%
1.7582368	27	4.1%
2.1312325	27	4.1%
1.9718705	27	4.1%
1.8967748	27	4.1%
2.0798328	27	4.1%
1.8977163	27	4.1%
2.0683997	26	3.9%
Other values (23)	392	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.026254598	5	0.8%
-0.0076616765	19	2.9%
-0.0063624945	25	3.8%
0.90802777	9	1.4%
0.94212025	17	2.6%
0.9656054	26	3.9%
1.518041	26	3.9%
1.7262626	22	3.3%
1.7371159	5	0.8%
1.7582368	27	4.1%

Value	Count	Frequency (%)
2.4160318	23	3.5%
2.379658	4	0.6%
2.3397107	15	2.3%
2.3339486	12	1.8%
2.2877877	26	3.9%
2.2877	1	0.2%
2.1815495	26	3.9%
2.1766164	26	3.9%
2.1312325	27	4.1%
2.1251376	3	0.5%

Auto

Heatmap
Table

	Alpha_AF7	Alpha_AF8	Alpha_TP10	Alpha_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Beta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Delta_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10	Gamma_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Theta_TP9
Alpha_AF7	1.000	0.325	0.295	-0.002	0.906	0.198	0.232	0.067	0.656	0.246	0.237	-0.021	0.925	0.180	0.297	0.067	0.902	0.242	0.266	0.036
Alpha_AF8	0.325	1.000	0.217	0.390	0.296	0.895	0.193	0.319	0.204	0.896	0.181	0.337	0.295	0.881	0.188	0.363	0.286	0.884	0.229	0.337
Alpha_TP10	0.295	0.217	1.000	0.244	0.222	0.179	0.918	0.280	-0.003	0.217	0.701	0.262	0.242	0.156	0.927	0.253	0.229	0.157	0.918	0.295
Alpha_TP9	-0.002	0.390	0.244	1.000	-0.112	0.556	0.172	0.874	-0.135	0.570	0.149	0.761	-0.119	0.554	0.168	0.914	-0.119	0.524	0.165	0.893
Beta_AF7	0.906	0.296	0.222	-0.112	1.000	0.158	0.214	-0.108	0.840	0.206	0.271	-0.183	0.995	0.148	0.267	-0.094	0.998	0.213	0.242	-0.134
Beta_AF8	0.198	0.895	0.179	0.556	0.158	1.000	0.150	0.454	0.018	0.987	0.206	0.490	0.154	0.989	0.147	0.485	0.150	0.968	0.165	0.470
Beta_TP10	0.232	0.193	0.918	0.172	0.214	0.150	1.000	0.212	0.004	0.191	0.745	0.205	0.233	0.118	0.977	0.191	0.219	0.128	0.987	0.235
Beta_TP9	0.067	0.319	0.280	0.874	-0.108	0.454	0.212	1.000	-0.109	0.435	0.059	0.906	-0.101	0.450	0.209	0.984	-0.108	0.396	0.199	0.992
Delta_AF7	0.656	0.204	-0.003	-0.135	0.840	0.018	0.004	-0.109	1.000	0.042	0.076	-0.183	0.817	0.008	0.033	-0.088	0.838	0.051	0.016	-0.149
Delta_AF8	0.246	0.896	0.217	0.570	0.206	0.987	0.191	0.435	0.042	1.000	0.245	0.464	0.201	0.976	0.184	0.475	0.198	0.973	0.203	0.454
Delta_TP10	0.237	0.181	0.701	0.149	0.271	0.206	0.745	0.059	0.076	0.245	1.000	0.153	0.269	0.184	0.802	0.033	0.279	0.180	0.727	0.061
Delta_TP9	-0.021	0.337	0.262	0.761	-0.183	0.490	0.205	0.906	-0.183	0.464	0.153	1.000	-0.179	0.477	0.182	0.866	-0.175	0.424	0.196	0.884
Gamma_AF7	0.925	0.295	0.242	-0.119	0.995	0.154	0.233	-0.101	0.817	0.201	0.269	-0.179	1.000	0.141	0.287	-0.092	0.993	0.199	0.263	-0.130
Gamma_AF8	0.180	0.881	0.156	0.554	0.148	0.989	0.118	0.450	0.008	0.976	0.184	0.477	0.141	1.000	0.116	0.481	0.141	0.971	0.137	0.474
Gamma_TP10	0.297	0.188	0.927	0.168	0.267	0.147	0.977	0.209	0.033	0.184	0.802	0.182	0.287	0.116	1.000	0.184	0.271	0.119	0.965	0.226
Gamma_TP9	0.067	0.363	0.253	0.914	-0.094	0.485	0.191	0.984	-0.088	0.475	0.033	0.866	-0.092	0.481	0.184	1.000	-0.099	0.443	0.176	0.989
Theta_AF7	0.902	0.286	0.229	-0.119	0.998	0.150	0.219	-0.108	0.838	0.198	0.279	-0.175	0.993	0.141	0.271	-0.099	1.000	0.206	0.248	-0.136
Theta_AF8	0.242	0.884	0.157	0.524	0.213	0.968	0.128	0.396	0.051	0.973	0.180	0.424	0.199	0.971	0.119	0.443	0.206	1.000	0.147	0.423
Theta_TP10	0.266	0.229	0.918	0.165	0.242	0.165	0.987	0.199	0.016	0.203	0.727	0.196	0.263	0.137	0.965	0.176	0.248	0.147	1.000	0.224
Theta_TP9	0.036	0.337	0.295	0.893	-0.134	0.470	0.235	0.992	-0.149	0.454	0.061	0.884	-0.130	0.474	0.226	0.989	-0.136	0.423	0.224	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10
0	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
1	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
2	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
3	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
4	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
5	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
6	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
7	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
8	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362
9	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.3406	0.737412	1.54621	0.092638	0.425341	1.159393	0.40115	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362

	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10
651	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
652	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
653	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
654	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
655	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
656	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
657	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
658	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
659	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263
660	4.333146	1.921957	3.162564	3.856403	3.351904	1.833331	2.180472	2.815646	3.206657	2.7363	2.303124	2.958502	2.858266	1.310309	1.701997	2.32074	2.288732	0.843257	1.117298	1.726263

Most frequently occurring

	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10	# duplicates
24	4.023809	2.977627	3.148264	4.169551	3.274473	2.047957	2.111838	3.208670	3.442934	2.219468	2.272751	3.252273	2.736490	1.556013	1.598329	2.795945	2.178756	0.949566	1.042066	2.131232	27
36	4.237893	3.717354	2.538440	3.913220	3.269496	2.703537	1.636572	2.795906	3.018933	2.924139	1.766477	2.787204	2.756598	2.186938	1.299016	2.353244	2.152933	1.599367	0.726196	1.758237	27
15	3.765185	2.861035	2.886321	3.563568	2.730168	2.609981	1.964575	2.587383	2.620297	3.033437	1.973115	2.419660	2.219377	2.002718	1.436636	2.117180	1.659047	1.398350	0.879257	1.518041	26
18	3.900329	2.908628	1.583801	4.128264	2.895553	2.000628	1.141057	3.365084	2.893887	2.189466	1.429722	3.479916	2.371232	1.544806	0.978356	2.841147	1.780012	0.987876	0.494210	2.287788	26
21	3.964422	3.775614	2.431192	2.934535	3.085723	2.877457	1.772565	2.002464	2.973263	2.882046	1.524068	1.966402	2.568087	2.398070	1.170226	1.550630	2.013873	1.781686	0.683815	0.965605	26
31	4.175079	3.995843	3.010149	3.907217	3.134222	3.053471	1.889761	2.916441	3.103441	3.091495	2.207140	2.858920	2.730748	2.585836	1.451945	2.434155	2.129711	1.964186	0.839846	1.835147	26
2	1.233274	0.352263	0.849224	1.055969	1.073126	0.103397	0.340600	0.737412	1.546210	0.092638	0.425341	1.159393	0.401150	-0.084986	-0.131487	0.527333	0.013381	-0.370845	-0.399262	-0.006362	25
4	2.740418	3.849069	2.439587	4.144731	2.688523	3.307873	1.665534	3.185239	3.040142	3.439038	1.522476	3.040254	2.146579	2.766059	1.095040	2.637671	1.668276	2.263039	0.558277	2.079833	24
14	3.582778	3.693643	3.212285	4.181031	2.621558	3.530469	2.151454	3.459172	2.690241	3.563935	2.360305	3.592411	2.123913	2.967439	1.689836	2.936030	1.519335	2.505878	1.062499	2.416032	23
17	3.775594	3.314418	2.975083	3.975123	2.777329	3.296422	1.858016	2.998178	2.997940	3.519476	2.040771	2.943055	2.292154	2.733366	1.441020	2.491492	1.717931	2.270364	0.904599	1.896775	23

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring